docs: include pre-commit hooks section in contributor guide

README.md

@@ -222,11 +222,11 @@ python -m pytest
 
 ### Running & Installing pre-commit hooks
 
-arrow-datafusion-python takes advantage of (pre-commit)[https://pre-commit.com/] to assist developers in with code linting to help reduce the number of commits that ultimately fail in CI due to linter errors. Using the pre-commit hooks is optional for the developer but certainly helpful for keep PRs clean and concise.
+arrow-datafusion-python takes advantage of [pre-commit](https://pre-commit.com/) to assist developers with code linting to help reduce the number of commits that ultimately fail in CI due to linter errors. Using the pre-commit hooks is optional for the developer but certainly helpful for keeping PRs clean and concise.
 
-Our pre-commit hooks can be installed by running `pre-commit install` which will install the configurations in your ARROW_DATAFUSION_PYTHON_ROOT/.github directory and run each time you perform a commit failing to perform the commit if an offending lint is found giving you the opportunity to make changes locally before pushing.
+Our pre-commit hooks can be installed by running `pre-commit install`, which will install the configurations in your ARROW_DATAFUSION_PYTHON_ROOT/.github directory and run each time you perform a commit, failing to complete the commit if an offending lint is found allowing you to make changes locally before pushing.
 
-The pre-commit hooks can also be ran ad-hoc without installing them by simply running `pre-commit run --all-files`
+The pre-commit hooks can also be run adhoc without installing them by simply running `pre-commit run --all-files`
 
 ## How to update dependencies
 

docs/source/index.rst

@@ -259,6 +259,15 @@ Whenever rust code changes (your changes or via `git pull`):
    maturin develop
    python -m pytest
 
+Running & Installing pre-commit hooks
+=====================================
+
+arrow-datafusion-python takes advantage of `pre-commit <https://pre-commit.com/>`_ to assist developers with code linting to help reduce the number of commits that ultimately fail in CI due to linter errors. Using the pre-commit hooks is optional for the developer but certainly helpful for keeping PRs clean and concise.
+
+Our pre-commit hooks can be installed by running :code:`pre-commit install`, which will install the configurations in your ARROW_DATAFUSION_PYTHON_ROOT/.github directory and run each time you perform a commit, failing to complete the commit if an offending lint is found allowing you to make changes locally before pushing.
+
+The pre-commit hooks can also be run adhoc without installing them by simply running :code:`pre-commit run --all-files`
+
 
 How to update dependencies
 ==========================